Perceptron is a visual neural network builder that allows users to design, train, and compare artificial neural networks through a GUI interface. It is built entirely from scratch without ML libraries like TensorFlow so users can understand the lower-level mechanics of neural networks. The tool focuses on educational purposes, enabling researchers, students, and programmers to experiment with different ANN parameters and observe their effects on model performance.